Use cases

Guardrails for AI products#

Before your app returns an AI answer to a user, run it through Defacta and gate on the verdict. Unsupported claims get held back or flagged instead of shipped as fact.

Self-checking agents#

An agent about to act on its own reasoning calls Defacta over MCP first. If key claims are unsupported, the agent pauses or asks for review instead of acting on a hallucination.

Editorial and research review#

Writers and researchers verify AI-assisted drafts inline with the browser extension, catching fabricated citations and manipulated framing before publication.

Misinformation detection#

Run content through Defacta to surface bias, manipulation, and deception patterns at scale - useful for platforms and trust-and-safety teams.

See how to wire it in via integrations.